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README.md

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 # entailment-verifier-xxl
 
 ## Model description
-Entailment-verifier-xxl is based on [flan-t5-xxl model](https://huggingface.co/google/flan-t5-xxl) and finetuned with a ranking objective (rank the most supported hypothesis from a given pair of hypotheses for a given premise). Please refer to our paper [Minds versus Machines: Rethinking Entailment Verification with Language Models](https://arxiv.org/abs/2402.03686) for more detals.
+Entailment-verifier-xxl is based on [flan-t5-xxl model](https://huggingface.co/google/flan-t5-xxl) and finetuned with a ranking objective (rank the most supported hypothesis from a given pair of hypotheses for a given premise). Please refer to our paper [Are Machines Better at Complex Reasoning? Unveiling Human-Machine Inference Gaps in Entailment Verification](https://arxiv.org/abs/2402.03686) for more detals.
 
 It is built to verify whether a given premise entails (or supports) a hypothesis or not. It works for both NLI-style of datasets and CoT rationales.